{"id":"W1910253334","doi":"10.1109/ijcnn.2001.939061","title":"A new online unsupervised learning rule for the BSB model","year":2002,"lang":"en","type":"article","venue":"","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Computer science; Unsupervised learning; Artificial intelligence; Learning rule; Task (project management); Projection (relational algebra); Machine learning; Noise (video); Data modeling; Artificial neural network; Algorithm; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003749766,0.00005070032,0.00004532692,0.00000974234,0.0001829191,0.00007742094,0.0004662279,0.00001580699,0.00005024692],"category_scores_gemma":[0.000005232159,0.00003091591,0.00004161632,0.0001437492,0.000006815192,0.0001005916,0.00007406485,0.0000698765,0.00002847586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004027028,"about_ca_system_score_gemma":0.00000786915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001650831,"about_ca_topic_score_gemma":0.00000875874,"domain_scores_codex":[0.9995756,0.000005060256,0.00007514602,0.0001471801,0.00006531012,0.0001317659],"domain_scores_gemma":[0.9995804,0.00008892641,0.00001703522,0.0002473627,0.00002009991,0.00004610604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[9.738077e-7,0.00004719511,0.00002089109,0.00000191819,0.00000709964,2.040722e-7,0.0002110154,0.2275679,0.0004278448,0.1480951,0.0627162,0.5609037],"study_design_scores_gemma":[0.0001194893,0.00001162802,0.00002780373,0.000001272975,0.000002260807,9.996922e-7,0.000006874066,0.9605759,0.00005048822,0.004199266,0.03495672,0.00004724482],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0009192945,0.0001460444,0.9808268,0.01644491,0.00002892354,0.0001445718,7.185275e-7,0.0001201364,0.001368604],"genre_scores_gemma":[0.3506566,0.0001321949,0.5698172,0.003335908,0.0003080861,0.00005858351,0.000003422931,0.00001290167,0.07567509],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7330081,"threshold_uncertainty_score":0.1406884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05613757051382361,"score_gpt":0.2613927358237724,"score_spread":0.2052551653099488,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}